Comparison and “best of” pages are the format AI assistants reach for most often when a prompt asks for a recommendation rather than a definition. Publishing your own honest version, with a real table and named limitations on both sides, is what earns citation instead of ceding that answer entirely to review sites and forum threads you do not control.
Why it matters for AEO. "Best tools for X" and "[A] vs [B]" are some of the highest-volume prompt patterns across ChatGPT and Perplexity. If you never publish this content yourself, AI engines fill the gap entirely from third-party review sites and forum threads you do not control.
How to do it
- Write one honest comparison page per real alternative prospects actually consider - name genuine strengths and limitations on both sides, not just favorable ones.
- Write at least one "best [category] tools for [use case]" roundup that includes yourself alongside real competitors - a listicle that only mentions your own product reads as untrustworthy and gets down-weighted.
- Use real HTML comparison tables (rows and columns, not prose) - table markup is one of the easiest structures for an LLM to extract accurately.
- Refresh pricing and feature rows at least quarterly - AI engines that cache or embed stale comparison data will misquote you otherwise.
How to verify. Ask an AI assistant "[your category] vs [specific competitor]" or "best [category] tools" and see whether your comparison page or roundup gets cited as a source.
Example
/compare/yourproduct-vs-competitor
/best-[category]-tools
# each with a feature/pricing <table> and an honest
# "best for" line per entrant.